The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-01-12"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "91603910 (up from 90899901 yesterday: 0.77 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "1962354 (up from 1945033 yesterday: 0.89 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 13534212

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.14



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 22847637 225332 1.00 4559129 380805 4462 1.19 1.67
India 10495147 15968 0.15 396081 151529 202 0.13 1.44
Brazil 8195637 64025 0.79 876816 204690 1110 0.55 2.50
Russia 3412390 22657 0.67 534008 61908 519 0.85 1.81
United Kingdom 3173291 45648 1.46 1056682 83342 1246 1.52 2.63
France 2864360 19680 0.69 316783 68939 742 1.09 2.41
Turkey 2346285 9809 0.42 283325 23152 171 0.74 0.99
Italy 2303263 14242 0.62 325893 79819 616 0.78 3.47
Spain 2137220 25438 1.20 307317 52683 408 0.78 2.47
Germany 1968326 27210 1.40 397955 42889 1090 2.61 2.18
Colombia 1816082 14179 0.79 285489 46782 331 0.71 2.58
Argentina 1744704 13783 0.80 189425 44848 194 0.43 2.57
Mexico 1556028 14395 0.93 217602 135682 1314 0.98 8.72
Poland 1395779 5394 0.39 181254 31593 329 1.05 2.26
Iran 1299022 6408 0.50 128279 56360 98 0.17 4.34
South Africa 1259748 13105 1.05 319536 34334 755 2.25 2.73
Ukraine 1160243 5393 0.47 152616 20915 196 0.95 1.80
Peru 1037350 2166 0.21 38875 38335 55 0.14 3.70
Netherlands 895543 4977 0.56 174114 12664 152 1.21 1.41
Indonesia 846765 10047 1.20 168640 24645 302 1.24 2.91
Czechia 844799 9345 1.12 209385 13485 213 1.60 1.60
Canada 679072 6141 0.91 153487 17255 159 0.93 2.54
Romania 676968 3697 0.55 78176 16881 156 0.93 2.49
Belgium 667322 2099 0.32 38213 20194 72 0.36 3.03
Chile 649135 3243 0.50 59946 17182 20 0.12 2.65
Iraq 604549 810 0.13 18046 12911 5 0.04 2.14
Bangladesh 524020 718 0.14 20519 7819 16 0.21 1.49
Israel 510063 8990 1.79 127576 3771 67 1.81 0.74
Pakistan 508824 2123 0.42 46010 10772 55 0.51 2.12
Sweden 506866 17395 3.55 117427 9667 234 2.48 1.91
Portugal 496552 7259 1.48 117896 8080 155 1.96 1.63
Philippines 491258 1522 0.31 28443 9554 138 1.47 1.94
Switzerland 487357 2851 0.59 69091 8470 106 1.27 1.74
Morocco 453789 801 0.18 33141 7784 17 0.22 1.72
Austria 383833 1575 0.41 41607 6819 72 1.07 1.78
Saudi Arabia 364096 147 0.04 2737 6300 5 0.08 1.73
Serbia 363924 2142 0.59 56097 3639 29 0.80 1.00
Hungary 344352 696 0.20 37984 10853 128 1.19 3.15
Jordan 309846 1176 0.38 29954 4076 33 0.82 1.32
Japan 298321 4575 1.56 94589 3962 64 1.64 1.33
Panama 285093 3740 1.33 67891 4561 61 1.36 1.60
Nepal 265698 430 0.16 10462 1932 5 0.26 0.73
Georgia 241637 1857 0.77 29111 2820 24 0.86 1.17
United Arab Emirates 236225 3243 1.39 40347 717 6 0.84 0.30
Lebanon 226948 4557 2.05 65969 1705 76 4.67 0.75
Azerbaijan 225346 519 0.23 19469 2941 15 0.51 1.31
Ecuador 222567 1061 0.48 16203 14196 12 0.08 6.38
Croatia 220982 759 0.34 23659 4446 43 0.98 2.01
Belarus 215724 1731 0.81 38450 1535 9 0.59 0.71
Slovakia 211479 2410 1.15 56261 3102 95 3.16 1.47
Kazakhstan 210976 890 0.42 17473 2879 34 1.20 1.36
Bulgaria 209881 750 0.36 15610 8279 47 0.57 3.94
Dominican Republic 184788 1506 0.82 22858 2427 0 0.00 1.31
Denmark 184476 1076 0.59 43726 1624 26 1.63 0.88
Costa Rica 181093 1032 0.57 20289 2367 14 0.59 1.31
Bolivia 176761 1473 0.84 25702 9454 39 0.41 5.35
Tunisia 164936 2586 1.59 41613 5343 59 1.12 3.24
Armenia 162643 355 0.22 8041 2941 10 0.34 1.81
Lithuania 161348 902 0.56 44990 2272 40 1.79 1.41
Ireland 155591 3052 2.00 74363 2397 45 1.91 1.54
Kuwait 155335 494 0.32 6828 946 1 0.11 0.61
Egypt 151723 970 0.64 24662 8304 55 0.67 5.47
Moldova 150138 476 0.32 13207 3176 20 0.63 2.12
West Bank and Gaza 148968 797 0.54 23462 1630 16 0.99 1.09
Qatar 146279 211 0.14 3971 246 0 0.00 0.17
Greece 146020 841 0.58 13590 5329 27 0.51 3.65
Guatemala 144982 1739 1.21 11381 5080 55 1.09 3.50
Slovenia 141587 1874 1.34 33782 3053 31 1.03 2.16
Malaysia 141533 3309 2.39 44144 559 4 0.72 0.39
Burma 131737 551 0.42 13791 2878 20 0.70 2.18
Oman 130944 164 0.13 2801 1508 0 0.00 1.15
Honduras 129805 1104 0.86 12217 3294 9 0.27 2.54
Ethiopia 128992 376 0.29 8354 2004 1 0.05 1.55
Paraguay 117590 1055 0.91 16046 2437 17 0.70 2.07
Venezuela 117299 316 0.27 6471 1078 5 0.47 0.92
Bosnia and Herzegovina 116200 567 0.49 9214 4373 43 0.99 3.76
Libya 106030 652 0.62 10324 1622 33 2.08 1.53
Algeria 102641 272 0.27 6572 2816 4 0.14 2.74
Nigeria 102601 1270 1.25 22812 1373 12 0.88 1.34

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 2804663 46642 1.69 846155 31157 677 2.22 1.11 70982.16 788.54 1 in 14
Texas 2014645 24441 1.23 384829 30895 310 1.01 1.53 69480.39 1065.50 1 in 14
Florida 1503482 14896 1.00 280467 23227 156 0.68 1.54 70001.88 1081.45 1 in 14
New York 1164562 14791 1.29 288281 40020 186 0.47 3.44 59863.69 2057.21 1 in 17
Illinois 1040168 6642 0.64 128860 19497 134 0.69 1.87 82085.12 1538.61 1 in 12
Ohio 792938 7981 1.02 155906 9802 100 1.03 1.24 67835.68 838.56 1 in 15
Georgia 773692 9193 1.20 173175 11662 187 1.63 1.51 72870.04 1098.38 1 in 14
Pennsylvania 737994 7221 0.99 161207 18045 243 1.37 2.45 57646.82 1409.55 1 in 17
Tennessee 660874 3478 0.53 126855 8011 146 1.86 1.21 96715.52 1172.37 1 in 10
Arizona 636100 8559 1.36 168885 10482 335 3.30 1.65 83533.68 1376.51 1 in 12
North Carolina 635975 6851 1.09 147073 7638 60 0.79 1.20 60637.86 728.26 1 in 16
New Jersey 594749 4587 0.78 108835 20039 185 0.93 3.37 66959.73 2256.09 1 in 15
Indiana 570477 3139 0.55 98601 9104 88 0.98 1.60 84738.33 1352.30 1 in 12
Michigan 570150 2468 0.43 65521 14296 104 0.73 2.51 57090.03 1431.48 1 in 18
Wisconsin 555249 3307 0.60 57869 5633 58 1.04 1.01 95363.73 967.46 1 in 10
Massachusetts 442529 5487 1.26 111355 13273 67 0.51 3.00 63677.79 1909.92 1 in 16
Minnesota 438867 1315 0.30 37856 5792 13 0.22 1.32 77818.38 1027.02 1 in 13
Missouri 438663 2202 0.50 58510 6332 195 3.18 1.44 71473.43 1031.70 1 in 14
Virginia 407947 4561 1.13 93466 5477 84 1.56 1.34 47794.05 641.67 1 in 21
Alabama 407848 3848 0.95 78037 5573 226 4.23 1.37 83180.22 1136.61 1 in 12
Colorado 364336 1511 0.42 50784 5242 29 0.56 1.44 63266.66 910.27 1 in 16
South Carolina 359357 1703 0.48 81302 5860 34 0.58 1.63 69795.49 1138.15 1 in 14
Louisiana 352939 4705 1.35 61979 7971 53 0.67 2.26 75920.55 1714.64 1 in 13
Oklahoma 337457 2210 0.66 71837 2804 29 1.05 0.83 85281.65 708.62 1 in 12
Maryland 312351 2665 0.86 56954 6367 66 1.05 2.04 51665.16 1053.15 1 in 19
Utah 309629 2146 0.70 54544 1422 26 1.86 0.46 96579.24 443.55 1 in 10
Kentucky 308728 3022 0.99 61385 2944 22 0.75 0.95 69102.64 658.96 1 in 14
Iowa 299255 1481 0.50 28961 4222 83 2.01 1.41 94848.93 1338.16 1 in 11
Washington 278544 1858 0.67 50657 3789 90 2.43 1.36 36578.85 497.58 1 in 27
Arkansas 259553 3209 1.25 54505 4121 40 0.98 1.59 86006.64 1365.55 1 in 12
Nevada 252842 2593 1.04 45868 3546 46 1.31 1.40 82087.40 1151.24 1 in 12
Kansas 248646 0 0.00 40580 3248 0 0.00 1.31 85348.16 1114.88 1 in 12
Mississippi 241957 1648 0.69 44266 5284 98 1.89 2.18 81298.68 1775.45 1 in 12
Connecticut 217047 3689 1.73 48087 6449 33 0.51 2.97 60877.85 1808.83 1 in 16
Nebraska 177670 1000 0.57 19346 1791 19 1.07 1.01 91847.22 925.86 1 in 11
New Mexico 157974 887 0.56 25899 2794 30 1.09 1.77 75339.48 1332.49 1 in 13
Idaho 151273 1034 0.69 18679 1556 12 0.78 1.03 84412.67 868.27 1 in 12
Oregon 127780 1173 0.93 22707 1667 54 3.35 1.30 30295.87 395.24 1 in 33
South Dakota 103743 244 0.24 8234 1585 0 0.00 1.53 117268.91 1791.65 1 in 9
West Virginia 103203 921 0.90 28466 1634 40 2.51 1.58 57747.35 914.31 1 in 17
Rhode Island 101393 786 0.78 20206 1970 23 1.18 1.94 95711.47 1859.61 1 in 10
North Dakota 94968 138 0.15 4516 1363 3 0.22 1.44 124619.78 1788.57 1 in 8
Montana 87077 424 0.49 9130 1067 10 0.95 1.23 81473.42 998.34 1 in 12
Puerto Rico 84427 959 1.15 14515 1645 3 0.18 1.95 26435.53 515.08 1 in 38
Delaware 66446 619 0.94 14823 991 5 0.51 1.49 68236.25 1017.70 1 in 15
New Hampshire 53149 842 1.61 15141 878 9 1.04 1.65 39088.45 645.73 1 in 26
Alaska 50522 128 0.25 6059 225 1 0.45 0.45 69062.05 307.57 1 in 14
Wyoming 48072 677 1.43 5693 522 33 6.75 1.09 83060.48 901.93 1 in 12
District of Columbia 32423 430 1.34 5523 825 4 0.49 2.54 45941.26 1168.97 1 in 22
Maine 30326 715 2.41 10583 449 11 2.51 1.48 22560.43 334.02 1 in 44
Hawaii 23856 108 0.45 3083 308 0 0.00 1.29 16848.98 217.53 1 in 59
Vermont 9247 169 1.86 2639 158 2 1.28 1.71 14819.17 253.21 1 in 67

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 36508384 2804663 7.68 6318202 846155 13.39 923977.0
2 Texas 15031531 2014645 13.40 2083188 384829 18.47 518402.3
3 Florida 17031970 1503482 8.83 2198562 280467 12.76 793005.8
4 New York 27721577 1164562 4.20 4082041 288281 7.06 1425013.0
5 Illinois 14263477 1040168 7.29 1657734 128860 7.77 1125605.9
6 Ohio 8225635 792938 9.64 846678 155906 18.41 703701.3
7 Georgia 5737862 773692 13.48 688507 173175 25.15 540419.5
8 Pennsylvania 4136589 737994 17.84 396156 161207 40.69 323120.8
9 Tennessee 5986016 660874 11.04 572155 126855 22.17 876022.8
10 Arizona 3115744 636100 20.42 434896 168885 38.83 409164.5
11 North Carolina 7727649 635975 8.23 1224976 147073 12.01 736802.7
12 New Jersey 8469406 594749 7.02 1169310 108835 9.31 953526.8
13 Indiana 6175128 570477 9.24 844525 98601 11.68 917250.0
14 Michigan 8624043 570150 6.61 808045 65521 8.11 863539.2
15 Wisconsin 5644935 555249 9.84 534391 57869 10.83 969514.6
16 Massachusetts 11844709 442529 3.74 1542795 111355 7.22 1704396.6
17 Minnesota 5714994 438867 7.68 638019 37856 5.93 1013362.9
18 Missouri 3844238 438663 11.41 348067 58510 16.81 626359.8
19 Virginia 4640967 407947 8.79 647735 93466 14.43 543724.1
20 Alabama 1981019 407848 20.59 180040 78037 43.34 404027.0
21 Colorado 4821636 364336 7.56 710894 50784 7.14 837273.3
22 South Carolina 3498188 359357 10.27 556008 81302 14.62 679429.5
23 Louisiana 4508788 352939 7.83 486030 61979 12.75 969883.4
24 Oklahoma 2864080 337457 11.78 347143 71837 20.69 723806.2
25 Maryland 6220019 312351 5.02 839830 56954 6.78 1028836.9
26 Utah 2394548 309629 12.93 253227 54544 21.54 746905.6
27 Kentucky 3343361 308728 9.23 305289 61385 20.11 748345.1
28 Iowa 1201471 299255 24.91 50703 28961 57.12 380806.5
29 Washington 4087531 278544 6.81 527836 50657 9.60 536781.2
30 Arkansas 2208736 259553 11.75 250758 54505 21.74 731896.7
31 Nevada 2254748 252842 11.21 286129 45868 16.03 732024.0
32 Kansas 1066516 248646 23.31 120393 40580 33.71 366083.4
33 Mississippi 1464883 241957 16.52 139534 44266 31.72 492207.5
34 Connecticut 4771175 217047 4.55 712635 48087 6.75 1338230.3
35 Nebraska 1861366 177670 9.55 212807 19346 9.09 962240.6
36 New Mexico 2113785 157974 7.47 262003 25899 9.89 1008086.5
37 Idaho 564715 151273 26.79 36220 18679 51.57 315119.7
38 Oregon 2839839 127780 4.50 367395 22707 6.18 673308.7
39 South Dakota 385382 103743 26.92 21784 8234 37.80 435627.7
40 West Virginia 1684532 103203 6.13 267348 28466 10.65 942581.7
41 Rhode Island 2179821 101393 4.65 310393 20206 6.51 2057675.3
42 North Dakota 1282799 94968 7.40 74328 4516 6.08 1683326.3
43 Montana 851594 87077 10.23 88740 9130 10.29 796792.2
45 Delaware 1073700 66446 6.19 163328 14823 9.08 1102628.6
46 New Hampshire 1104602 53149 4.81 130921 15141 11.56 812380.0
47 Alaska 1357708 50522 3.72 142426 6059 4.25 1855946.0
48 Wyoming 536070 48072 8.97 60270 5693 9.45 926240.5
49 District of Columbia 970048 32423 3.34 129846 5523 4.25 1374494.3
50 Maine 1203694 30326 2.52 153135 10583 6.91 895464.4
51 Hawaii 878074 23856 2.72 101138 3083 3.05 620164.8
52 Vermont 767325 9247 1.21 107023 2639 2.47 1229709.2

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 5077338 503392 1146 0.23 9.91 3641 466 54415 25903 5.15
Veneto 3492966 289835 2134 0.74 8.30 2596 359 84725 7593 2.62
Piemonte 1751940 208472 901 0.43 11.90 2653 171 14770 8237 3.95
Campania 2166203 201454 662 0.33 9.30 1414 109 72589 3209 1.59
Emilia-Romagna 2721570 194395 1563 0.81 7.14 2730 237 60192 8454 4.35
Lazio 2853312 182296 1381 0.76 6.39 2871 326 78587 4218 2.31
Toscana 1978712 125633 303 0.24 6.35 773 137 8723 3905 3.11
Sicilia 1322705 111555 1913 1.74 8.43 1342 209 44038 2805 2.51
Puglia 1133040 103496 1261 1.23 9.13 1392 170 55250 2740 2.65
Liguria 749871 64276 276 0.43 8.57 731 65 5028 3046 4.74
Friuli Venezia Giulia 996728 57241 647 1.14 5.74 671 68 12918 1950 3.41
Marche 584185 47647 499 1.06 8.16 588 79 14190 1723 3.62
Abruzzo 546247 38025 152 0.40 6.96 478 38 11137 1291 3.40
Sardegna 512981 34436 411 1.21 6.71 522 45 17413 850 2.47
P.A. Bolzano 381119 31743 99 0.31 8.33 222 25 11696 783 2.47
Umbria 533099 31160 205 0.66 5.85 268 56 4348 672 2.16
Calabria 466895 27453 249 0.92 5.88 275 22 9744 520 1.89
P.A. Trento 472036 23943 234 0.99 5.07 343 43 1973 1029 4.30
Basilicata 195667 12126 168 1.40 6.20 94 4 6720 281 2.32
Valle d’Aosta 65492 7546 14 0.19 11.52 49 1 432 392 5.19
Molise 122584 7139 24 0.34 5.82 59 6 1152 218 3.05

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Quebec 232624 1934 0.84 8782 45 0.52 3.78 27246.77 1028.62 1 in 37
Ontario 226609 2752 1.23 5074 53 1.06 2.24 15403.19 344.89 1 in 65
Alberta 112743 652 0.58 1345 38 2.91 1.19 25547.08 304.77 1 in 39
British Columbia 58553 446 0.77 1019 9 0.89 1.74 11456.46 199.38 1 in 87
Manitoba 26540 90 0.34 748 7 0.94 2.82 19266.55 543.01 1 in 52
Saskatchewan 18770 248 1.34 204 5 2.51 1.09 15884.35 172.64 1 in 63
Nova Scotia 1534 1 0.07 65 0 0.00 4.24 1569.38 66.50 1 in 637
New Brunswick 817 17 2.12 11 2 22.22 1.35 1047.45 14.10 1 in 955
Newfoundland and Labrador 393 0 0.00 4 0 0.00 1.02 753.79 7.67 1 in 1327
Nunavut 266 0 0.00 1 0 0.00 0.38 NA NA 1 in NA
Prince Edward Island 103 1 0.98 0 0 NaN 0.00 651.25 0.00 1 in 1536
Yukon 70 0 0.00 1 0 0.00 1.43 1704.08 24.34 1 in 587
Northwest Territories 24 0 0.00 0 0 NaN 0.00 534.47 0.00 1 in 1871
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 69827.74 1163.83 1 in 14
India 7838.05 113.17 1 in 128
Brazil 39157.37 977.97 1 in 26
Russia 23615.16 428.43 1 in 42
United Kingdom 47761.75 1254.39 1 in 21
France 42758.02 1029.09 1 in 23
Turkey 29034.59 286.50 1 in 34
Italy 38083.05 1319.76 1 in 26
Spain 45804.11 1129.08 1 in 22
Germany 23774.92 518.05 1 in 42
Colombia 37010.03 953.37 1 in 27
Argentina 39410.53 1013.06 1 in 25
Mexico 12043.56 1050.17 1 in 83
Poland 36750.37 831.83 1 in 27
Iran 16005.69 694.43 1 in 62
South Africa 22209.94 605.32 1 in 45
Ukraine NA NA 1 in NA
Peru 32245.88 1191.64 1 in 31
Netherlands 52127.07 737.14 1 in 19
Indonesia 3207.44 93.35 1 in 312

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 947035 12706 1.34
Cook Illinois 422159 8841 2.09
Maricopa Arizona 393732 6012 1.53
Miami-Dade Florida 331649 4452 1.34
Harris Texas 267729 3618 1.35
San Bernardino California 235543 1551 0.66
Riverside California 227827 2294 1.01
Dallas Texas 222635 2268 1.02
San Diego California 198319 1898 0.96
Orange California 196340 2148 1.09
Clark Nevada 193483 2674 1.38
Tarrant Texas 180794 1762 0.97
Broward Florida 152645 1938 1.27
Queens New York 145897 7692 5.27
Kings New York 142754 7923 5.55
Bexar Texas 137407 1884 1.37
Salt Lake Utah 118431 609 0.51
Suffolk New York 117156 2487 2.12
Nassau New York 105497 2496 2.37
El Paso Texas 104085 1860 1.79
Philadelphia Pennsylvania 100910 2645 2.62
Bronx New York 98058 5218 5.32
Milwaukee Wisconsin 97174 1022 1.05
Franklin Ohio 93903 702 0.75
Palm Beach Florida 93295 1975 2.12
Hennepin Minnesota 91292 1448 1.59
Wayne Michigan 90678 3805 4.20
Orange Florida 88697 805 0.91
Hillsborough Florida 88217 1142 1.29
Middlesex Massachusetts 87864 2879 3.28
Santa Clara California 85929 986 1.15
Pima Arizona 84426 1311 1.55
Kern California 80674 544 0.67
Westchester New York 79406 1744 2.20
Cuyahoga Ohio 78970 961 1.22
Marion Indiana 78905 1266 1.60
Fresno California 76581 846 1.10
St. Louis Missouri 76107 1514 1.99
Sacramento California 76009 1031 1.36
Utah Utah 75132 232 0.31
Shelby Tennessee 73749 1055 1.43
Mecklenburg North Carolina 72968 635 0.87
Duval Florida 71854 783 1.09
King Washington 70545 1122 1.59
New York New York 70193 3403 4.85
Davidson Tennessee 68292 641 0.94
Gwinnett Georgia 68006 632 0.93
Essex Massachusetts 67475 1819 2.70
DuPage Illinois 66858 1116 1.67
Oklahoma Oklahoma 66096 479 0.72
Oakland Michigan 65837 1763 2.68
Fulton Georgia 65719 825 1.26
Fairfield Connecticut 64066 1806 2.82
Providence Rhode Island 62846 1436 2.28
Suffolk Massachusetts 62241 1439 2.31
Alameda California 62046 763 1.23
Allegheny Pennsylvania 61769 1208 1.96
Prince George’s Maryland 60505 1147 1.90
Jefferson Alabama 59867 842 1.41
Collin Texas 58968 428 0.73
Hamilton Ohio 58503 426 0.73
Bergen New Jersey 57609 2383 4.14
Jefferson Kentucky 57446 569 0.99
Douglas Nebraska 57099 544 0.95
Travis Texas 56825 584 1.03
Will Illinois 56435 845 1.50
Essex New Jersey 56168 2450 4.36
Hidalgo Texas 55626 2260 4.06
Tulsa Oklahoma 55098 457 0.83
Hartford Connecticut 54900 1966 3.58
New Haven Connecticut 54757 1653 3.02
Middlesex New Jersey 54224 1776 3.28
Ventura California 54202 372 0.69
San Joaquin California 53994 724 1.34
Wake North Carolina 53188 373 0.70
Hudson New Jersey 52954 1761 3.33
Cobb Georgia 52524 617 1.17
Macomb Michigan 52522 1729 3.29
Montgomery Maryland 52015 1189 2.29
Denver Colorado 51968 704 1.35
Pinellas Florida 51874 1132 2.18
Lake Illinois 51685 864 1.67
Worcester Massachusetts 50348 1658 3.29
Fairfax Virginia 50278 715 1.42
Erie New York 48454 1312 2.71
Contra Costa California 48449 392 0.81
Kent Michigan 46385 594 1.28
Lee Florida 46104 715 1.55
Passaic New Jersey 46104 1519 3.29
Union New Jersey 45409 1601 3.53
Greenville South Carolina 45252 575 1.27
Bernalillo New Mexico 44923 654 1.46
Sedgwick Kansas 44604 407 0.91
Kane Illinois 44579 659 1.48
Lubbock Texas 44547 617 1.39
El Paso Colorado 44521 637 1.43
Polk Iowa 44384 434 0.98
Denton Texas 44158 402 0.91
DeKalb Georgia 43594 550 1.26
Johnson Kansas 43450 517 1.19

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc